The correct phrase is "hold the fort," meaning to be left in charge of a situation or place while someone is away. It originated as a military order, referring to an actual fort, but is now frequently used figuratively by shopkeepers.
"Hold down the fort" is an often used, but incorrect, variation. We don't "hold down" the fort, as it is not likely to float away!